Overview
Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 2059 |
| Missing cells | 521 |
| Missing cells (%) | 1.3% |
| Duplicate rows | 8 |
| Duplicate rows (%) | 0.4% |
| Total size in memory | 307.8 KiB |
| Average record size in memory | 153.1 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 13 |
| Dataset has 8 (0.4%) duplicate rows | Duplicates |
Brand is highly overall correlated with Engine and 6 other fields | High correlation |
Car_age is highly overall correlated with Kilometer and 2 other fields | High correlation |
Drivetrain is highly overall correlated with Engine and 5 other fields | High correlation |
Engine is highly overall correlated with Brand and 11 other fields | High correlation |
Fuel Tank Capacity is highly overall correlated with Drivetrain and 9 other fields | High correlation |
Height is highly overall correlated with Make | High correlation |
Kilometer is highly overall correlated with Car_age and 1 other fields | High correlation |
Length is highly overall correlated with Brand and 7 other fields | High correlation |
Make is highly overall correlated with Brand and 7 other fields | High correlation |
Max Power bhp is highly overall correlated with Brand and 10 other fields | High correlation |
Max Power rpm is highly overall correlated with Engine and 4 other fields | High correlation |
Max Torque Nm is highly overall correlated with Brand and 11 other fields | High correlation |
Max Torque Rpm is highly overall correlated with Engine and 6 other fields | High correlation |
Price is highly overall correlated with Car_age and 9 other fields | High correlation |
Transmission is highly overall correlated with Brand and 7 other fields | High correlation |
Width is highly overall correlated with Brand and 10 other fields | High correlation |
Year is highly overall correlated with Car_age and 2 other fields | High correlation |
Fuel Type is highly imbalanced (61.5%) | Imbalance |
Owner is highly imbalanced (64.4%) | Imbalance |
Engine has 80 (3.9%) missing values | Missing |
Drivetrain has 136 (6.6%) missing values | Missing |
Length has 64 (3.1%) missing values | Missing |
Width has 64 (3.1%) missing values | Missing |
Height has 64 (3.1%) missing values | Missing |
Fuel Tank Capacity has 113 (5.5%) missing values | Missing |
Kilometer is highly skewed (γ1 = 20.98071903) | Skewed |
Reproduction
| Analysis started | 2026-02-14 08:06:42.364994 |
|---|---|
| Analysis finished | 2026-02-14 08:07:14.125927 |
| Duration | 31.76 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
Make
Categorical
High correlation
| Distinct | 33 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.2 KiB |
| Maruti Suzuki | |
|---|---|
| Hyundai | |
| Mercedes-Benz | |
| Honda | |
| Toyota | |
| Other values (28) |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 7.9791161 |
| Min length | 2 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Honda |
|---|---|
| 2nd row | Maruti Suzuki |
| 3rd row | Hyundai |
| 4th row | Toyota |
| 5th row | Toyota |
Common Values
| Value | Count | Frequency (%) |
| Maruti Suzuki | 440 | |
| Hyundai | 349 | |
| Mercedes-Benz | 171 | 8.3% |
| Honda | 158 | 7.7% |
| Toyota | 132 | 6.4% |
| Audi | 127 | 6.2% |
| BMW | 121 | 5.9% |
| Mahindra | 119 | 5.8% |
| Tata | 57 | 2.8% |
| Volkswagen | 50 | 2.4% |
| Other values (23) | 335 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| maruti | 440 | |
| suzuki | 440 | |
| hyundai | 349 | |
| mercedes-benz | 171 | 6.8% |
| honda | 158 | 6.2% |
| toyota | 132 | 5.2% |
| audi | 127 | 5.0% |
| bmw | 121 | 4.8% |
| mahindra | 119 | 4.7% |
| tata | 57 | 2.3% |
| Other values (25) | 418 |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 1878 | 11.4% |
| a | 1687 | 10.3% |
| i | 1532 | 9.3% |
| d | 1045 | 6.4% |
| n | 954 | 5.8% |
| e | 886 | 5.4% |
| M | 884 | 5.4% |
| r | 855 | 5.2% |
| t | 694 | 4.2% |
| o | 657 | 4.0% |
| Other values (34) | 5357 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16429 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| u | 1878 | 11.4% |
| a | 1687 | 10.3% |
| i | 1532 | 9.3% |
| d | 1045 | 6.4% |
| n | 954 | 5.8% |
| e | 886 | 5.4% |
| M | 884 | 5.4% |
| r | 855 | 5.2% |
| t | 694 | 4.2% |
| o | 657 | 4.0% |
| Other values (34) | 5357 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16429 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| u | 1878 | 11.4% |
| a | 1687 | 10.3% |
| i | 1532 | 9.3% |
| d | 1045 | 6.4% |
| n | 954 | 5.8% |
| e | 886 | 5.4% |
| M | 884 | 5.4% |
| r | 855 | 5.2% |
| t | 694 | 4.2% |
| o | 657 | 4.0% |
| Other values (34) | 5357 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16429 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| u | 1878 | 11.4% |
| a | 1687 | 10.3% |
| i | 1532 | 9.3% |
| d | 1045 | 6.4% |
| n | 954 | 5.8% |
| e | 886 | 5.4% |
| M | 884 | 5.4% |
| r | 855 | 5.2% |
| t | 694 | 4.2% |
| o | 657 | 4.0% |
| Other values (34) | 5357 |
Price
Real number (ℝ)
High correlation
| Distinct | 619 |
|---|---|
| Distinct (%) | 30.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1702991.7 |
| Minimum | 49000 |
|---|---|
| Maximum | 35000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 49000 |
|---|---|
| 5-th percentile | 250000 |
| Q1 | 484999 |
| median | 825000 |
| Q3 | 1925000 |
| 95-th percentile | 5900000 |
| Maximum | 35000000 |
| Range | 34951000 |
| Interquartile range (IQR) | 1440001 |
Descriptive statistics
| Standard deviation | 2419880.6 |
|---|---|
| Coefficient of variation (CV) | 1.4209586 |
| Kurtosis | 40.298155 |
| Mean | 1702991.7 |
| Median Absolute Deviation (MAD) | 465000 |
| Skewness | 4.9651429 |
| Sum | 3.5064599 × 109 |
| Variance | 5.8558223 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 425000 | 26 | 1.3% |
| 625000 | 24 | 1.2% |
| 650000 | 22 | 1.1% |
| 375000 | 20 | 1.0% |
| 450000 | 20 | 1.0% |
| 250000 | 19 | 0.9% |
| 550000 | 19 | 0.9% |
| 675000 | 19 | 0.9% |
| 325000 | 18 | 0.9% |
| 725000 | 16 | 0.8% |
| Other values (609) | 1856 |
| Value | Count | Frequency (%) |
| 49000 | 1 | < 0.1% |
| 71001 | 1 | < 0.1% |
| 100000 | 1 | < 0.1% |
| 114999 | 1 | < 0.1% |
| 120000 | 2 | |
| 130000 | 2 | |
| 135000 | 1 | < 0.1% |
| 140000 | 1 | < 0.1% |
| 141000 | 1 | < 0.1% |
| 145000 | 3 |
| Value | Count | Frequency (%) |
| 35000000 | 1 | < 0.1% |
| 27500000 | 1 | < 0.1% |
| 24000000 | 1 | < 0.1% |
| 22000000 | 1 | < 0.1% |
| 20000000 | 3 | |
| 19300000 | 1 | < 0.1% |
| 18500000 | 2 | |
| 18000000 | 1 | < 0.1% |
| 16200000 | 1 | < 0.1% |
| 14900000 | 1 | < 0.1% |
Year
Real number (ℝ)
High correlation
| Distinct | 22 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2016.4254 |
| Minimum | 1988 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 1988 |
|---|---|
| 5-th percentile | 2011 |
| Q1 | 2014 |
| median | 2017 |
| Q3 | 2019 |
| 95-th percentile | 2021 |
| Maximum | 2022 |
| Range | 34 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.3635636 |
|---|---|
| Coefficient of variation (CV) | 0.0016680823 |
| Kurtosis | 2.9266435 |
| Mean | 2016.4254 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.84068453 |
| Sum | 4151820 |
| Variance | 11.31356 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 2018 | 268 | |
| 2017 | 262 | |
| 2019 | 218 | |
| 2014 | 192 | |
| 2016 | 187 | |
| 2015 | 178 | |
| 2021 | 156 | |
| 2020 | 132 | |
| 2013 | 128 | |
| 2012 | 92 | 4.5% |
| Other values (12) | 246 |
| Value | Count | Frequency (%) |
| 1988 | 1 | < 0.1% |
| 1996 | 1 | < 0.1% |
| 2000 | 1 | < 0.1% |
| 2002 | 1 | < 0.1% |
| 2004 | 1 | < 0.1% |
| 2006 | 2 | 0.1% |
| 2007 | 6 | 0.3% |
| 2008 | 13 | 0.6% |
| 2009 | 33 | |
| 2010 | 27 |
| Value | Count | Frequency (%) |
| 2022 | 81 | 3.9% |
| 2021 | 156 | |
| 2020 | 132 | |
| 2019 | 218 | |
| 2018 | 268 | |
| 2017 | 262 | |
| 2016 | 187 | |
| 2015 | 178 | |
| 2014 | 192 | |
| 2013 | 128 |
Kilometer
Real number (ℝ)
High correlation Skewed
| Distinct | 847 |
|---|---|
| Distinct (%) | 41.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54224.714 |
| Minimum | 0 |
|---|---|
| Maximum | 2000000 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8000 |
| Q1 | 29000 |
| median | 50000 |
| Q3 | 72000 |
| 95-th percentile | 107991.1 |
| Maximum | 2000000 |
| Range | 2000000 |
| Interquartile range (IQR) | 43000 |
Descriptive statistics
| Standard deviation | 57361.721 |
|---|---|
| Coefficient of variation (CV) | 1.057852 |
| Kurtosis | 669.60863 |
| Mean | 54224.714 |
| Median Absolute Deviation (MAD) | 22000 |
| Skewness | 20.980719 |
| Sum | 1.1164869 × 108 |
| Variance | 3.2903671 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 65000 | 33 | 1.6% |
| 72000 | 32 | 1.6% |
| 45000 | 29 | 1.4% |
| 50000 | 29 | 1.4% |
| 75000 | 29 | 1.4% |
| 42000 | 28 | 1.4% |
| 70000 | 26 | 1.3% |
| 55000 | 26 | 1.3% |
| 35000 | 22 | 1.1% |
| 78000 | 21 | 1.0% |
| Other values (837) | 1784 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 2 | |
| 75 | 1 | |
| 500 | 1 | |
| 600 | 1 | |
| 1000 | 1 | |
| 1102 | 1 | |
| 1300 | 2 | |
| 1374 | 1 | |
| 1500 | 1 |
| Value | Count | Frequency (%) |
| 2000000 | 1 | |
| 925000 | 1 | |
| 440000 | 1 | |
| 261236 | 1 | |
| 240000 | 1 | |
| 222000 | 1 | |
| 219000 | 1 | |
| 211000 | 1 | |
| 195000 | 1 | |
| 192326 | 1 |
Fuel Type
Categorical
Imbalance
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.2 KiB |
| Diesel | |
|---|---|
| Petrol | |
| CNG | 50 |
| Electric | 7 |
| LPG | 5 |
| Other values (4) | 6 |
Length
| Max length | 12 |
|---|---|
| Median length | 6 |
| Mean length | 5.9339485 |
| Min length | 3 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Petrol |
|---|---|
| 2nd row | Diesel |
| 3rd row | Petrol |
| 4th row | Petrol |
| 5th row | Diesel |
Common Values
| Value | Count | Frequency (%) |
| Diesel | 1049 | |
| Petrol | 942 | |
| CNG | 50 | 2.4% |
| Electric | 7 | 0.3% |
| LPG | 5 | 0.2% |
| Hybrid | 3 | 0.1% |
| CNG + CNG | 1 | < 0.1% |
| Petrol + CNG | 1 | < 0.1% |
| Petrol + LPG | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| diesel | 1049 | |
| petrol | 944 | |
| cng | 53 | 2.6% |
| electric | 7 | 0.3% |
| lpg | 6 | 0.3% |
| hybrid | 3 | 0.1% |
| 3 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3049 | |
| l | 2000 | |
| i | 1059 | 8.7% |
| D | 1049 | 8.6% |
| s | 1049 | 8.6% |
| r | 954 | 7.8% |
| t | 951 | 7.8% |
| P | 950 | 7.8% |
| o | 944 | 7.7% |
| G | 59 | 0.5% |
| Other values (11) | 154 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12218 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3049 | |
| l | 2000 | |
| i | 1059 | 8.7% |
| D | 1049 | 8.6% |
| s | 1049 | 8.6% |
| r | 954 | 7.8% |
| t | 951 | 7.8% |
| P | 950 | 7.8% |
| o | 944 | 7.7% |
| G | 59 | 0.5% |
| Other values (11) | 154 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12218 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3049 | |
| l | 2000 | |
| i | 1059 | 8.7% |
| D | 1049 | 8.6% |
| s | 1049 | 8.6% |
| r | 954 | 7.8% |
| t | 951 | 7.8% |
| P | 950 | 7.8% |
| o | 944 | 7.7% |
| G | 59 | 0.5% |
| Other values (11) | 154 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12218 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3049 | |
| l | 2000 | |
| i | 1059 | 8.7% |
| D | 1049 | 8.6% |
| s | 1049 | 8.6% |
| r | 954 | 7.8% |
| t | 951 | 7.8% |
| P | 950 | 7.8% |
| o | 944 | 7.7% |
| G | 59 | 0.5% |
| Other values (11) | 154 | 1.3% |
Transmission
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.2 KiB |
| Manual | |
|---|---|
| Automatic |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 7.3491986 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Manual |
|---|---|
| 2nd row | Manual |
| 3rd row | Manual |
| 4th row | Manual |
| 5th row | Manual |
Common Values
| Value | Count | Frequency (%) |
| Manual | 1133 | |
| Automatic | 926 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| manual | 1133 | |
| automatic | 926 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 3192 | |
| u | 2059 | |
| t | 1852 | |
| n | 1133 | 7.5% |
| M | 1133 | 7.5% |
| l | 1133 | 7.5% |
| A | 926 | 6.1% |
| o | 926 | 6.1% |
| m | 926 | 6.1% |
| i | 926 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15132 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 3192 | |
| u | 2059 | |
| t | 1852 | |
| n | 1133 | 7.5% |
| M | 1133 | 7.5% |
| l | 1133 | 7.5% |
| A | 926 | 6.1% |
| o | 926 | 6.1% |
| m | 926 | 6.1% |
| i | 926 | 6.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15132 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 3192 | |
| u | 2059 | |
| t | 1852 | |
| n | 1133 | 7.5% |
| M | 1133 | 7.5% |
| l | 1133 | 7.5% |
| A | 926 | 6.1% |
| o | 926 | 6.1% |
| m | 926 | 6.1% |
| i | 926 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15132 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 3192 | |
| u | 2059 | |
| t | 1852 | |
| n | 1133 | 7.5% |
| M | 1133 | 7.5% |
| l | 1133 | 7.5% |
| A | 926 | 6.1% |
| o | 926 | 6.1% |
| m | 926 | 6.1% |
| i | 926 | 6.1% |
Owner
Categorical
Imbalance
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.2 KiB |
| First | |
|---|---|
| Second | |
| Third | 42 |
| UnRegistered Car | 21 |
| Fourth | 3 |
Length
| Max length | 16 |
|---|---|
| Median length | 5 |
| Mean length | 5.296746 |
| Min length | 5 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | First |
|---|---|
| 2nd row | Second |
| 3rd row | First |
| 4th row | First |
| 5th row | First |
Common Values
| Value | Count | Frequency (%) |
| First | 1619 | |
| Second | 373 | 18.1% |
| Third | 42 | 2.0% |
| UnRegistered Car | 21 | 1.0% |
| Fourth | 3 | 0.1% |
| 4 or More | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| first | 1619 | |
| second | 373 | 17.9% |
| third | 42 | 2.0% |
| unregistered | 21 | 1.0% |
| car | 21 | 1.0% |
| fourth | 3 | 0.1% |
| 4 | 1 | < 0.1% |
| or | 1 | < 0.1% |
| more | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1708 | |
| i | 1682 | |
| t | 1643 | |
| s | 1640 | |
| F | 1622 | |
| e | 437 | 4.0% |
| d | 436 | 4.0% |
| n | 394 | 3.6% |
| o | 378 | 3.5% |
| S | 373 | 3.4% |
| Other values (12) | 593 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10906 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1708 | |
| i | 1682 | |
| t | 1643 | |
| s | 1640 | |
| F | 1622 | |
| e | 437 | 4.0% |
| d | 436 | 4.0% |
| n | 394 | 3.6% |
| o | 378 | 3.5% |
| S | 373 | 3.4% |
| Other values (12) | 593 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10906 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1708 | |
| i | 1682 | |
| t | 1643 | |
| s | 1640 | |
| F | 1622 | |
| e | 437 | 4.0% |
| d | 436 | 4.0% |
| n | 394 | 3.6% |
| o | 378 | 3.5% |
| S | 373 | 3.4% |
| Other values (12) | 593 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10906 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1708 | |
| i | 1682 | |
| t | 1643 | |
| s | 1640 | |
| F | 1622 | |
| e | 437 | 4.0% |
| d | 436 | 4.0% |
| n | 394 | 3.6% |
| o | 378 | 3.5% |
| S | 373 | 3.4% |
| Other values (12) | 593 | 5.4% |
Engine
Real number (ℝ)
High correlation Missing
| Distinct | 108 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 80 |
| Missing (%) | 3.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1692.5755 |
| Minimum | 624 |
|---|---|
| Maximum | 6592 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 624 |
|---|---|
| 5-th percentile | 998 |
| Q1 | 1197 |
| median | 1498 |
| Q3 | 1995 |
| 95-th percentile | 2987 |
| Maximum | 6592 |
| Range | 5968 |
| Interquartile range (IQR) | 798 |
Descriptive statistics
| Standard deviation | 643.73629 |
|---|---|
| Coefficient of variation (CV) | 0.38032943 |
| Kurtosis | 6.7740649 |
| Mean | 1692.5755 |
| Median Absolute Deviation (MAD) | 412 |
| Skewness | 1.7550597 |
| Sum | 3349607 |
| Variance | 414396.42 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1197 | 231 | 11.2% |
| 1248 | 122 | 5.9% |
| 998 | 121 | 5.9% |
| 1497 | 84 | 4.1% |
| 1995 | 82 | 4.0% |
| 1968 | 82 | 4.0% |
| 2179 | 73 | 3.5% |
| 1498 | 64 | 3.1% |
| 1582 | 56 | 2.7% |
| 2143 | 51 | 2.5% |
| Other values (98) | 1013 | |
| (Missing) | 80 | 3.9% |
| Value | Count | Frequency (%) |
| 624 | 1 | < 0.1% |
| 793 | 1 | < 0.1% |
| 796 | 30 | 1.5% |
| 799 | 10 | 0.5% |
| 814 | 13 | 0.6% |
| 936 | 1 | < 0.1% |
| 995 | 1 | < 0.1% |
| 998 | 121 | |
| 999 | 31 | 1.5% |
| 1047 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 6592 | 3 | |
| 5461 | 1 | < 0.1% |
| 5204 | 1 | < 0.1% |
| 4951 | 2 | |
| 4806 | 1 | < 0.1% |
| 4663 | 2 | |
| 4163 | 2 | |
| 3982 | 1 | < 0.1% |
| 3902 | 1 | < 0.1% |
| 3498 | 3 |
Drivetrain
Categorical
High correlation Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 136 |
| Missing (%) | 6.6% |
| Memory size | 16.2 KiB |
| FWD | |
|---|---|
| RWD | |
| AWD |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | FWD |
|---|---|
| 2nd row | FWD |
| 3rd row | FWD |
| 4th row | FWD |
| 5th row | RWD |
Common Values
| Value | Count | Frequency (%) |
| FWD | 1330 | |
| RWD | 321 | 15.6% |
| AWD | 272 | 13.2% |
| (Missing) | 136 | 6.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fwd | 1330 | |
| rwd | 321 | 16.7% |
| awd | 272 | 14.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| W | 1923 | |
| D | 1923 | |
| F | 1330 | |
| R | 321 | 5.6% |
| A | 272 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5769 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| W | 1923 | |
| D | 1923 | |
| F | 1330 | |
| R | 321 | 5.6% |
| A | 272 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5769 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| W | 1923 | |
| D | 1923 | |
| F | 1330 | |
| R | 321 | 5.6% |
| A | 272 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5769 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| W | 1923 | |
| D | 1923 | |
| F | 1330 | |
| R | 321 | 5.6% |
| A | 272 | 4.7% |
Length
Real number (ℝ)
High correlation Missing
| Distinct | 248 |
|---|---|
| Distinct (%) | 12.4% |
| Missing | 64 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4280.8607 |
| Minimum | 3099 |
|---|---|
| Maximum | 5569 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 3099 |
|---|---|
| 5-th percentile | 3565 |
| Q1 | 3985 |
| median | 4370 |
| Q3 | 4629 |
| 95-th percentile | 4936 |
| Maximum | 5569 |
| Range | 2470 |
| Interquartile range (IQR) | 644 |
Descriptive statistics
| Standard deviation | 442.45851 |
|---|---|
| Coefficient of variation (CV) | 0.10335737 |
| Kurtosis | -0.82045722 |
| Mean | 4280.8607 |
| Median Absolute Deviation (MAD) | 375 |
| Skewness | -0.02152263 |
| Sum | 8540317 |
| Variance | 195769.53 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3995 | 221 | 10.7% |
| 4440 | 70 | 3.4% |
| 4270 | 57 | 2.8% |
| 3985 | 55 | 2.7% |
| 4456 | 44 | 2.1% |
| 3850 | 42 | 2.0% |
| 3765 | 40 | 1.9% |
| 4585 | 39 | 1.9% |
| 4490 | 36 | 1.7% |
| 4735 | 34 | 1.7% |
| Other values (238) | 1357 | |
| (Missing) | 64 | 3.1% |
| Value | Count | Frequency (%) |
| 3099 | 1 | < 0.1% |
| 3395 | 20 | |
| 3429 | 4 | 0.2% |
| 3445 | 2 | 0.1% |
| 3495 | 23 | |
| 3515 | 4 | 0.2% |
| 3520 | 4 | 0.2% |
| 3539 | 13 | |
| 3545 | 11 | |
| 3565 | 25 |
| Value | Count | Frequency (%) |
| 5569 | 2 | 0.1% |
| 5462 | 1 | < 0.1% |
| 5453 | 1 | < 0.1% |
| 5399 | 1 | < 0.1% |
| 5265 | 1 | < 0.1% |
| 5255 | 1 | < 0.1% |
| 5252 | 3 | |
| 5247 | 1 | < 0.1% |
| 5246 | 5 | |
| 5226 | 3 |
Width
Real number (ℝ)
High correlation Missing
| Distinct | 170 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 64 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1767.992 |
| Minimum | 1475 |
|---|---|
| Maximum | 2220 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 1475 |
|---|---|
| 5-th percentile | 1495 |
| Q1 | 1695 |
| median | 1770 |
| Q3 | 1831.5 |
| 95-th percentile | 2044 |
| Maximum | 2220 |
| Range | 745 |
| Interquartile range (IQR) | 136.5 |
Descriptive statistics
| Standard deviation | 135.26583 |
|---|---|
| Coefficient of variation (CV) | 0.076508167 |
| Kurtosis | 0.89759088 |
| Mean | 1767.992 |
| Median Absolute Deviation (MAD) | 75 |
| Skewness | 0.30833494 |
| Sum | 3527144 |
| Variance | 18296.843 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1695 | 201 | 9.8% |
| 1780 | 62 | 3.0% |
| 1790 | 61 | 3.0% |
| 1660 | 51 | 2.5% |
| 1680 | 51 | 2.5% |
| 1475 | 49 | 2.4% |
| 1890 | 49 | 2.4% |
| 1745 | 46 | 2.2% |
| 1820 | 46 | 2.2% |
| 1734 | 44 | 2.1% |
| Other values (160) | 1335 | |
| (Missing) | 64 | 3.1% |
| Value | Count | Frequency (%) |
| 1475 | 49 | |
| 1490 | 31 | |
| 1495 | 29 | |
| 1500 | 3 | 0.1% |
| 1515 | 2 | 0.1% |
| 1520 | 6 | 0.3% |
| 1525 | 7 | 0.3% |
| 1550 | 14 | 0.7% |
| 1560 | 4 | 0.2% |
| 1579 | 24 |
| Value | Count | Frequency (%) |
| 2220 | 4 | 0.2% |
| 2183 | 1 | < 0.1% |
| 2173 | 1 | < 0.1% |
| 2157 | 8 | |
| 2155 | 1 | < 0.1% |
| 2141 | 19 | |
| 2139 | 1 | < 0.1% |
| 2120 | 9 | |
| 2110 | 1 | < 0.1% |
| 2105 | 1 | < 0.1% |
Height
Real number (ℝ)
High correlation Missing
| Distinct | 196 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 64 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1591.7353 |
| Minimum | 1165 |
|---|---|
| Maximum | 1995 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 1165 |
|---|---|
| 5-th percentile | 1432 |
| Q1 | 1485 |
| median | 1545 |
| Q3 | 1675 |
| 95-th percentile | 1845.3 |
| Maximum | 1995 |
| Range | 830 |
| Interquartile range (IQR) | 190 |
Descriptive statistics
| Standard deviation | 136.07396 |
|---|---|
| Coefficient of variation (CV) | 0.085487802 |
| Kurtosis | 0.034725652 |
| Mean | 1591.7353 |
| Median Absolute Deviation (MAD) | 79 |
| Skewness | 0.83777993 |
| Sum | 3175512 |
| Variance | 18516.121 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1475 | 88 | 4.3% |
| 1505 | 80 | 3.9% |
| 1530 | 63 | 3.1% |
| 1520 | 61 | 3.0% |
| 1495 | 58 | 2.8% |
| 1640 | 56 | 2.7% |
| 1500 | 51 | 2.5% |
| 1485 | 46 | 2.2% |
| 1555 | 44 | 2.1% |
| 1700 | 43 | 2.1% |
| Other values (186) | 1405 | |
| (Missing) | 64 | 3.1% |
| Value | Count | Frequency (%) |
| 1165 | 1 | |
| 1213 | 1 | |
| 1281 | 2 | |
| 1295 | 1 | |
| 1297 | 1 | |
| 1304 | 1 | |
| 1353 | 1 | |
| 1366 | 2 | |
| 1370 | 1 | |
| 1391 | 2 |
| Value | Count | Frequency (%) |
| 1995 | 20 | |
| 1975 | 10 | |
| 1940 | 2 | 0.1% |
| 1930 | 9 | |
| 1925 | 1 | < 0.1% |
| 1922 | 5 | 0.2% |
| 1920 | 2 | 0.1% |
| 1901 | 1 | < 0.1% |
| 1900 | 1 | < 0.1% |
| 1895 | 3 | 0.1% |
Fuel Tank Capacity
Real number (ℝ)
High correlation Missing
| Distinct | 55 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 113 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.00221 |
| Minimum | 15 |
|---|---|
| Maximum | 105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 41.25 |
| median | 50 |
| Q3 | 60 |
| 95-th percentile | 80 |
| Maximum | 105 |
| Range | 90 |
| Interquartile range (IQR) | 18.75 |
Descriptive statistics
| Standard deviation | 15.110198 |
|---|---|
| Coefficient of variation (CV) | 0.29056838 |
| Kurtosis | 0.35516399 |
| Mean | 52.00221 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.8530031 |
| Sum | 101196.3 |
| Variance | 228.31808 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 35 | 222 | 10.8% |
| 60 | 155 | 7.5% |
| 45 | 154 | 7.5% |
| 43 | 146 | 7.1% |
| 50 | 132 | 6.4% |
| 55 | 117 | 5.7% |
| 42 | 111 | 5.4% |
| 40 | 106 | 5.1% |
| 80 | 92 | 4.5% |
| 37 | 89 | 4.3% |
| Other values (45) | 622 | |
| (Missing) | 113 | 5.5% |
| Value | Count | Frequency (%) |
| 15 | 1 | < 0.1% |
| 27 | 5 | 0.2% |
| 28 | 30 | 1.5% |
| 32 | 27 | 1.3% |
| 35 | 222 | |
| 37 | 89 | |
| 38 | 1 | < 0.1% |
| 40 | 106 | |
| 41 | 6 | 0.3% |
| 42 | 111 |
| Value | Count | Frequency (%) |
| 105 | 3 | 0.1% |
| 104 | 1 | < 0.1% |
| 100 | 15 | |
| 95 | 2 | 0.1% |
| 93 | 18 | |
| 92 | 1 | < 0.1% |
| 90 | 10 | |
| 85 | 5 | 0.2% |
| 83 | 6 | 0.3% |
| 82.5 | 3 | 0.1% |
Max Power bhp
Real number (ℝ)
High correlation
| Distinct | 165 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 129.39339 |
| Minimum | 35 |
|---|---|
| Maximum | 660 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 83 |
| median | 117 |
| Q3 | 169 |
| 95-th percentile | 248 |
| Maximum | 660 |
| Range | 625 |
| Interquartile range (IQR) | 86 |
Descriptive statistics
| Standard deviation | 63.806016 |
|---|---|
| Coefficient of variation (CV) | 0.49311648 |
| Kurtosis | 9.0595894 |
| Mean | 129.39339 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 2.1218789 |
| Sum | 266421 |
| Variance | 4071.2077 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 89 | 139 | 6.8% |
| 67 | 99 | 4.8% |
| 124 | 81 | 3.9% |
| 82 | 62 | 3.0% |
| 74 | 61 | 3.0% |
| 83 | 55 | 2.7% |
| 126 | 55 | 2.7% |
| 174 | 49 | 2.4% |
| 177 | 48 | 2.3% |
| 188 | 43 | 2.1% |
| Other values (155) | 1367 |
| Value | Count | Frequency (%) |
| 35 | 1 | < 0.1% |
| 39 | 2 | 0.1% |
| 46 | 3 | 0.1% |
| 47 | 27 | |
| 48 | 1 | < 0.1% |
| 53 | 10 | 0.5% |
| 55 | 11 | |
| 56 | 2 | 0.1% |
| 58 | 27 | |
| 59 | 5 | 0.2% |
| Value | Count | Frequency (%) |
| 660 | 1 | < 0.1% |
| 602 | 1 | < 0.1% |
| 570 | 3 | |
| 500 | 1 | < 0.1% |
| 463 | 1 | < 0.1% |
| 453 | 2 | |
| 444 | 2 | |
| 396 | 2 | |
| 385 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
Max Power rpm
Real number (ℝ)
High correlation
| Distinct | 39 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4757.3171 |
| Minimum | 2910 |
|---|---|
| Maximum | 8250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 2910 |
|---|---|
| 5-th percentile | 3500 |
| Q1 | 4000 |
| median | 4313 |
| Q3 | 6000 |
| 95-th percentile | 6400 |
| Maximum | 8250 |
| Range | 5340 |
| Interquartile range (IQR) | 2000 |
Descriptive statistics
| Standard deviation | 1048.6871 |
|---|---|
| Coefficient of variation (CV) | 0.22043665 |
| Kurtosis | -1.2810708 |
| Mean | 4757.3171 |
| Median Absolute Deviation (MAD) | 713 |
| Skewness | 0.38719747 |
| Sum | 9795316 |
| Variance | 1099744.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 4000 | 431 | |
| 6000 | 422 | |
| 4313 | 212 | |
| 3750 | 143 | 6.9% |
| 5500 | 97 | 4.7% |
| 3600 | 91 | 4.4% |
| 3800 | 72 | 3.5% |
| 4200 | 67 | 3.3% |
| 3400 | 62 | 3.0% |
| 5000 | 58 | 2.8% |
| Other values (29) | 404 |
| Value | Count | Frequency (%) |
| 2910 | 8 | 0.4% |
| 3000 | 16 | 0.8% |
| 3200 | 11 | 0.5% |
| 3400 | 62 | 3.0% |
| 3500 | 47 | 2.3% |
| 3600 | 91 | 4.4% |
| 3750 | 143 | 6.9% |
| 3800 | 72 | 3.5% |
| 3900 | 8 | 0.4% |
| 4000 | 431 |
| Value | Count | Frequency (%) |
| 8250 | 3 | 0.1% |
| 8000 | 1 | < 0.1% |
| 7400 | 1 | < 0.1% |
| 6600 | 54 | 2.6% |
| 6500 | 14 | 0.7% |
| 6400 | 35 | 1.7% |
| 6300 | 32 | 1.6% |
| 6250 | 4 | 0.2% |
| 6200 | 53 | 2.6% |
| 6000 | 422 |
Max Torque Nm
Real number (ℝ)
High correlation
| Distinct | 138 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 245.45896 |
| Minimum | 48 |
|---|---|
| Maximum | 780 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 90 |
| Q1 | 115 |
| median | 205 |
| Q3 | 343 |
| 95-th percentile | 500 |
| Maximum | 780 |
| Range | 732 |
| Interquartile range (IQR) | 228 |
Descriptive statistics
| Standard deviation | 137.7296 |
|---|---|
| Coefficient of variation (CV) | 0.56111049 |
| Kurtosis | 0.36031245 |
| Mean | 245.45896 |
| Median Absolute Deviation (MAD) | 92 |
| Skewness | 0.90602853 |
| Sum | 505400 |
| Variance | 18969.442 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 200 | 125 | 6.1% |
| 400 | 114 | 5.5% |
| 115 | 84 | 4.1% |
| 236 | 80 | 3.9% |
| 114 | 76 | 3.7% |
| 90 | 73 | 3.5% |
| 250 | 71 | 3.4% |
| 380 | 67 | 3.3% |
| 350 | 64 | 3.1% |
| 190 | 64 | 3.1% |
| Other values (128) | 1241 |
| Value | Count | Frequency (%) |
| 48 | 1 | < 0.1% |
| 54 | 2 | 0.1% |
| 62 | 6 | 0.3% |
| 69 | 22 | |
| 72 | 10 | |
| 75 | 13 | |
| 77 | 20 | |
| 78 | 8 | 0.4% |
| 84 | 7 | 0.3% |
| 85 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 780 | 3 | 0.1% |
| 760 | 1 | < 0.1% |
| 700 | 6 | 0.3% |
| 689 | 1 | < 0.1% |
| 620 | 17 | |
| 619 | 8 | 0.4% |
| 600 | 22 | |
| 580 | 1 | < 0.1% |
| 560 | 23 | |
| 550 | 8 | 0.4% |
Max Torque Rpm
Real number (ℝ)
High correlation
| Distinct | 52 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2565.086 |
| Minimum | 150 |
|---|---|
| Maximum | 6500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 150 |
|---|---|
| 5-th percentile | 1400 |
| Q1 | 1600 |
| median | 2000 |
| Q3 | 4000 |
| 95-th percentile | 4600 |
| Maximum | 6500 |
| Range | 6350 |
| Interquartile range (IQR) | 2400 |
Descriptive statistics
| Standard deviation | 1147.3579 |
|---|---|
| Coefficient of variation (CV) | 0.44729803 |
| Kurtosis | -1.1053088 |
| Mean | 2565.086 |
| Median Absolute Deviation (MAD) | 500 |
| Skewness | 0.67548871 |
| Sum | 5281512 |
| Variance | 1316430.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1750 | 382 | |
| 4000 | 240 | |
| 2329 | 208 | |
| 1500 | 202 | |
| 1600 | 160 | 7.8% |
| 3500 | 128 | 6.2% |
| 2000 | 91 | 4.4% |
| 1400 | 77 | 3.7% |
| 1900 | 55 | 2.7% |
| 4200 | 48 | 2.3% |
| Other values (42) | 468 |
| Value | Count | Frequency (%) |
| 150 | 1 | < 0.1% |
| 1200 | 30 | 1.5% |
| 1250 | 24 | 1.2% |
| 1300 | 3 | 0.1% |
| 1340 | 2 | 0.1% |
| 1350 | 4 | 0.2% |
| 1360 | 1 | < 0.1% |
| 1370 | 2 | 0.1% |
| 1400 | 77 | |
| 1450 | 11 | 0.5% |
| Value | Count | Frequency (%) |
| 6500 | 1 | < 0.1% |
| 5600 | 1 | < 0.1% |
| 5000 | 2 | 0.1% |
| 4850 | 25 | |
| 4800 | 39 | |
| 4700 | 3 | 0.1% |
| 4600 | 42 | |
| 4500 | 47 | |
| 4400 | 36 | |
| 4386 | 10 | 0.5% |
Car_age
Real number (ℝ)
High correlation
| Distinct | 22 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5745508 |
| Minimum | 1 |
|---|---|
| Maximum | 35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 35 |
| Range | 34 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.3635636 |
|---|---|
| Coefficient of variation (CV) | 0.51160356 |
| Kurtosis | 2.9266435 |
| Mean | 6.5745508 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.84068453 |
| Sum | 13537 |
| Variance | 11.31356 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 5 | 268 | |
| 6 | 262 | |
| 4 | 218 | |
| 9 | 192 | |
| 7 | 187 | |
| 8 | 178 | |
| 2 | 156 | |
| 3 | 132 | |
| 10 | 128 | |
| 11 | 92 | 4.5% |
| Other values (12) | 246 |
| Value | Count | Frequency (%) |
| 1 | 81 | 3.9% |
| 2 | 156 | |
| 3 | 132 | |
| 4 | 218 | |
| 5 | 268 | |
| 6 | 262 | |
| 7 | 187 | |
| 8 | 178 | |
| 9 | 192 | |
| 10 | 128 |
| Value | Count | Frequency (%) |
| 35 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 17 | 2 | 0.1% |
| 16 | 6 | 0.3% |
| 15 | 13 | 0.6% |
| 14 | 33 | |
| 13 | 27 |
Brand
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.2 KiB |
| Budget Cars | |
|---|---|
| Luxury cars | |
| Mid-range cars |
Length
| Max length | 14 |
|---|---|
| Median length | 11 |
| Mean length | 11.840699 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Budget Cars |
|---|---|
| 2nd row | Budget Cars |
| 3rd row | Budget Cars |
| 4th row | Budget Cars |
| 5th row | Mid-range cars |
Common Values
| Value | Count | Frequency (%) |
| Budget Cars | 1128 | |
| Luxury cars | 531 | |
| Mid-range cars | 400 | 19.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cars | 2059 | |
| budget | 1128 | |
| luxury | 531 | 12.9% |
| mid-range | 400 | 9.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2990 | |
| 2590 | ||
| a | 2459 | |
| u | 2190 | |
| s | 2059 | 8.4% |
| g | 1528 | 6.3% |
| d | 1528 | 6.3% |
| e | 1528 | 6.3% |
| B | 1128 | 4.6% |
| t | 1128 | 4.6% |
| Other values (9) | 5252 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24380 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2990 | |
| 2590 | ||
| a | 2459 | |
| u | 2190 | |
| s | 2059 | 8.4% |
| g | 1528 | 6.3% |
| d | 1528 | 6.3% |
| e | 1528 | 6.3% |
| B | 1128 | 4.6% |
| t | 1128 | 4.6% |
| Other values (9) | 5252 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24380 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2990 | |
| 2590 | ||
| a | 2459 | |
| u | 2190 | |
| s | 2059 | 8.4% |
| g | 1528 | 6.3% |
| d | 1528 | 6.3% |
| e | 1528 | 6.3% |
| B | 1128 | 4.6% |
| t | 1128 | 4.6% |
| Other values (9) | 5252 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24380 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2990 | |
| 2590 | ||
| a | 2459 | |
| u | 2190 | |
| s | 2059 | 8.4% |
| g | 1528 | 6.3% |
| d | 1528 | 6.3% |
| e | 1528 | 6.3% |
| B | 1128 | 4.6% |
| t | 1128 | 4.6% |
| Other values (9) | 5252 |
Interactions
Correlations
| Brand | Car_age | Drivetrain | Engine | Fuel Tank Capacity | Fuel Type | Height | Kilometer | Length | Make | Max Power bhp | Max Power rpm | Max Torque Nm | Max Torque Rpm | Owner | Price | Transmission | Width | Year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Brand | 1.000 | 0.233 | 0.432 | 0.520 | 0.489 | 0.238 | 0.354 | 0.000 | 0.522 | 0.605 | 0.592 | 0.339 | 0.568 | 0.362 | 0.077 | 0.450 | 0.626 | 0.587 | 0.233 |
| Car_age | 0.233 | 1.000 | 0.050 | -0.040 | -0.102 | 0.359 | -0.142 | 0.602 | -0.104 | 0.088 | -0.158 | 0.012 | -0.121 | 0.156 | 0.193 | -0.520 | 0.165 | -0.212 | -1.000 |
| Drivetrain | 0.432 | 0.050 | 1.000 | 0.575 | 0.597 | 0.289 | 0.496 | 0.055 | 0.473 | 0.626 | 0.536 | 0.358 | 0.594 | 0.363 | 0.093 | 0.369 | 0.439 | 0.524 | 0.050 |
| Engine | 0.520 | -0.040 | 0.575 | 1.000 | 0.842 | 0.281 | 0.222 | 0.121 | 0.862 | 0.532 | 0.879 | -0.557 | 0.891 | -0.517 | 0.133 | 0.737 | 0.543 | 0.837 | 0.040 |
| Fuel Tank Capacity | 0.489 | -0.102 | 0.597 | 0.842 | 1.000 | 0.213 | 0.262 | 0.078 | 0.818 | 0.446 | 0.839 | -0.516 | 0.865 | -0.548 | 0.052 | 0.751 | 0.546 | 0.872 | 0.102 |
| Fuel Type | 0.238 | 0.359 | 0.289 | 0.281 | 0.213 | 1.000 | 0.182 | 0.000 | 0.214 | 0.256 | 0.155 | 0.312 | 0.268 | 0.300 | 0.116 | 0.079 | 0.206 | 0.256 | 0.359 |
| Height | 0.354 | -0.142 | 0.496 | 0.222 | 0.262 | 0.182 | 1.000 | 0.084 | 0.067 | 0.545 | 0.069 | -0.290 | 0.173 | -0.208 | 0.062 | 0.127 | 0.322 | 0.281 | 0.142 |
| Kilometer | 0.000 | 0.602 | 0.055 | 0.121 | 0.078 | 0.000 | 0.084 | 1.000 | 0.055 | 0.000 | -0.038 | -0.233 | 0.076 | -0.062 | 0.000 | -0.279 | 0.000 | -0.003 | -0.602 |
| Length | 0.522 | -0.104 | 0.473 | 0.862 | 0.818 | 0.214 | 0.067 | 0.055 | 1.000 | 0.449 | 0.887 | -0.448 | 0.845 | -0.477 | 0.078 | 0.767 | 0.572 | 0.846 | 0.104 |
| Make | 0.605 | 0.088 | 0.626 | 0.532 | 0.446 | 0.256 | 0.545 | 0.000 | 0.449 | 1.000 | 0.590 | 0.447 | 0.523 | 0.483 | 0.087 | 0.560 | 0.678 | 0.422 | 0.088 |
| Max Power bhp | 0.592 | -0.158 | 0.536 | 0.879 | 0.839 | 0.155 | 0.069 | -0.038 | 0.887 | 0.590 | 1.000 | -0.412 | 0.912 | -0.522 | 0.092 | 0.830 | 0.650 | 0.874 | 0.158 |
| Max Power rpm | 0.339 | 0.012 | 0.358 | -0.557 | -0.516 | 0.312 | -0.290 | -0.233 | -0.448 | 0.447 | -0.412 | 1.000 | -0.672 | 0.736 | 0.085 | -0.392 | 0.246 | -0.529 | -0.012 |
| Max Torque Nm | 0.568 | -0.121 | 0.594 | 0.891 | 0.865 | 0.268 | 0.173 | 0.076 | 0.845 | 0.523 | 0.912 | -0.672 | 1.000 | -0.692 | 0.076 | 0.793 | 0.571 | 0.893 | 0.121 |
| Max Torque Rpm | 0.362 | 0.156 | 0.363 | -0.517 | -0.548 | 0.300 | -0.208 | -0.062 | -0.477 | 0.483 | -0.522 | 0.736 | -0.692 | 1.000 | 0.104 | -0.534 | 0.290 | -0.572 | -0.156 |
| Owner | 0.077 | 0.193 | 0.093 | 0.133 | 0.052 | 0.116 | 0.062 | 0.000 | 0.078 | 0.087 | 0.092 | 0.085 | 0.076 | 0.104 | 1.000 | 0.109 | 0.078 | 0.056 | 0.193 |
| Price | 0.450 | -0.520 | 0.369 | 0.737 | 0.751 | 0.079 | 0.127 | -0.279 | 0.767 | 0.560 | 0.830 | -0.392 | 0.793 | -0.534 | 0.109 | 1.000 | 0.411 | 0.830 | 0.520 |
| Transmission | 0.626 | 0.165 | 0.439 | 0.543 | 0.546 | 0.206 | 0.322 | 0.000 | 0.572 | 0.678 | 0.650 | 0.246 | 0.571 | 0.290 | 0.078 | 0.411 | 1.000 | 0.578 | 0.165 |
| Width | 0.587 | -0.212 | 0.524 | 0.837 | 0.872 | 0.256 | 0.281 | -0.003 | 0.846 | 0.422 | 0.874 | -0.529 | 0.893 | -0.572 | 0.056 | 0.830 | 0.578 | 1.000 | 0.212 |
| Year | 0.233 | -1.000 | 0.050 | 0.040 | 0.102 | 0.359 | 0.142 | -0.602 | 0.104 | 0.088 | 0.158 | -0.012 | 0.121 | -0.156 | 0.193 | 0.520 | 0.165 | 0.212 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Make | Price | Year | Kilometer | Fuel Type | Transmission | Owner | Engine | Drivetrain | Length | Width | Height | Fuel Tank Capacity | Max Power bhp | Max Power rpm | Max Torque Nm | Max Torque Rpm | Car_age | Brand | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Honda | 505000 | 2017 | 87150 | Petrol | Manual | First | 1198 | FWD | 3990.0 | 1680.0 | 1505.0 | 35.0 | 87.0 | 6000.0 | 109.0 | 4500.0 | 6 | Budget Cars |
| 1 | Maruti Suzuki | 450000 | 2014 | 75000 | Diesel | Manual | Second | 1248 | FWD | 3995.0 | 1695.0 | 1555.0 | 42.0 | 74.0 | 4000.0 | 190.0 | 2000.0 | 9 | Budget Cars |
| 2 | Hyundai | 220000 | 2011 | 67000 | Petrol | Manual | First | 1197 | FWD | 3585.0 | 1595.0 | 1550.0 | 35.0 | 79.0 | 6000.0 | 112.0 | 4000.0 | 12 | Budget Cars |
| 3 | Toyota | 799000 | 2019 | 37500 | Petrol | Manual | First | 1197 | FWD | 3995.0 | 1745.0 | 1510.0 | 37.0 | 82.0 | 6000.0 | 113.0 | 4200.0 | 4 | Budget Cars |
| 4 | Toyota | 1950000 | 2018 | 69000 | Diesel | Manual | First | 2393 | RWD | 4735.0 | 1830.0 | 1795.0 | 55.0 | 148.0 | 3400.0 | 343.0 | 1400.0 | 5 | Mid-range cars |
| 5 | Maruti Suzuki | 675000 | 2017 | 73315 | Petrol | Manual | First | 1373 | FWD | 4490.0 | 1730.0 | 1485.0 | 43.0 | 91.0 | 6000.0 | 130.0 | 4000.0 | 6 | Budget Cars |
| 6 | Mercedes-Benz | 1898999 | 2015 | 47000 | Petrol | Automatic | Second | 1991 | FWD | 4630.0 | 1777.0 | 1432.0 | NaN | 181.0 | 5500.0 | 300.0 | 1200.0 | 8 | Mid-range cars |
| 7 | BMW | 2650000 | 2017 | 75000 | Diesel | Automatic | Second | 1995 | AWD | 4439.0 | 1821.0 | 1612.0 | 51.0 | 188.0 | 4000.0 | 400.0 | 1750.0 | 6 | Luxury cars |
| 8 | Skoda | 1390000 | 2017 | 56000 | Petrol | Automatic | First | 1798 | FWD | 4670.0 | 1814.0 | 1476.0 | 50.0 | 177.0 | 5100.0 | 250.0 | 1250.0 | 6 | Mid-range cars |
| 9 | Nissan | 575000 | 2015 | 85000 | Diesel | Manual | First | 1461 | FWD | 4331.0 | 1822.0 | 1671.0 | 50.0 | 84.0 | 3750.0 | 200.0 | 1900.0 | 8 | Budget Cars |
| Make | Price | Year | Kilometer | Fuel Type | Transmission | Owner | Engine | Drivetrain | Length | Width | Height | Fuel Tank Capacity | Max Power bhp | Max Power rpm | Max Torque Nm | Max Torque Rpm | Car_age | Brand | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2049 | Mercedes-Benz | 5950000 | 2017 | 80000 | Petrol | Automatic | First | 2996 | AWD | 5130.0 | 1934.0 | 1850.0 | 100.0 | 329.0 | 5250.0 | 480.0 | 1600.0 | 6 | Luxury cars |
| 2050 | Hyundai | 891000 | 2016 | 47000 | Petrol | Manual | First | 1591 | FWD | 4270.0 | 1780.0 | 1630.0 | 60.0 | 122.0 | 6400.0 | 154.0 | 4850.0 | 7 | Budget Cars |
| 2051 | Maruti Suzuki | 925000 | 2021 | 48000 | Petrol | Manual | First | 1462 | FWD | 3995.0 | 1790.0 | 1640.0 | 48.0 | 103.0 | 6000.0 | 138.0 | 4400.0 | 2 | Budget Cars |
| 2052 | Hyundai | 409999 | 2014 | 68000 | Diesel | Manual | First | 1396 | NaN | 3940.0 | 1710.0 | 1505.0 | 45.0 | 90.0 | 4313.0 | 220.0 | 2329.0 | 9 | Budget Cars |
| 2053 | Maruti Suzuki | 245000 | 2014 | 79000 | Petrol | Manual | Second | 1197 | FWD | 3775.0 | 1680.0 | 1620.0 | 43.0 | 85.0 | 6000.0 | 113.0 | 4500.0 | 9 | Budget Cars |
| 2054 | Mahindra | 850000 | 2016 | 90300 | Diesel | Manual | First | 2179 | FWD | 4585.0 | 1890.0 | 1785.0 | 70.0 | 138.0 | 3750.0 | 330.0 | 1600.0 | 7 | Budget Cars |
| 2055 | Hyundai | 275000 | 2014 | 83000 | Petrol | Manual | Second | 814 | FWD | 3495.0 | 1550.0 | 1500.0 | 32.0 | 55.0 | 5500.0 | 75.0 | 4000.0 | 9 | Budget Cars |
| 2056 | Ford | 240000 | 2013 | 73000 | Petrol | Manual | First | 1196 | FWD | 3795.0 | 1680.0 | 1427.0 | 45.0 | 70.0 | 6250.0 | 102.0 | 4000.0 | 10 | Budget Cars |
| 2057 | BMW | 4290000 | 2018 | 60474 | Diesel | Automatic | First | 1995 | RWD | 4936.0 | 1868.0 | 1479.0 | 65.0 | 188.0 | 4000.0 | 400.0 | 1750.0 | 5 | Luxury cars |
| 2058 | Mahindra | 670000 | 2017 | 72000 | Diesel | Manual | First | 1493 | RWD | 3995.0 | 1745.0 | 1880.0 | NaN | 70.0 | 3600.0 | 195.0 | 1400.0 | 6 | Budget Cars |
Duplicate rows
Most frequently occurring
| Make | Price | Year | Kilometer | Fuel Type | Transmission | Owner | Engine | Drivetrain | Length | Width | Height | Fuel Tank Capacity | Max Power bhp | Max Power rpm | Max Torque Nm | Max Torque Rpm | Car_age | Brand | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | BMW | 2950000 | 2015 | 84700 | Diesel | Automatic | Second | 2993 | AWD | 4886.0 | 1938.0 | 1762.0 | NaN | 258.0 | 4000.0 | 560.0 | 1500.0 | 8 | Luxury cars | 2 |
| 1 | BMW | 2975000 | 2015 | 87000 | Diesel | Automatic | First | 2993 | AWD | 4886.0 | 1938.0 | 1762.0 | NaN | 258.0 | 4000.0 | 560.0 | 1500.0 | 8 | Luxury cars | 2 |
| 2 | BMW | 4175000 | 2016 | 27011 | Diesel | Automatic | Second | 2993 | AWD | 4886.0 | 1938.0 | 1762.0 | NaN | 258.0 | 4000.0 | 560.0 | 1500.0 | 7 | Luxury cars | 2 |
| 3 | Hyundai | 649000 | 2020 | 52236 | Petrol | Manual | First | 1197 | FWD | 3765.0 | 1660.0 | 1520.0 | 43.0 | 81.0 | 6000.0 | 114.0 | 4000.0 | 3 | Budget Cars | 2 |
| 4 | Maruti Suzuki | 725000 | 2019 | 11874 | Petrol | Automatic | First | 1197 | FWD | 3840.0 | 1735.0 | 1530.0 | 37.0 | 82.0 | 6000.0 | 113.0 | 4200.0 | 4 | Budget Cars | 2 |
| 5 | Mercedes-Benz | 7475000 | 2021 | 13000 | Diesel | Automatic | First | 1950 | RWD | 5063.0 | 1860.0 | 1494.0 | 80.0 | 192.0 | 3800.0 | 400.0 | 1600.0 | 2 | Luxury cars | 2 |
| 6 | Renault | 315000 | 2017 | 15507 | Petrol | Manual | First | 799 | FWD | 3679.0 | 1579.0 | 1478.0 | 28.0 | 53.0 | 5678.0 | 72.0 | 4386.0 | 6 | Budget Cars | 2 |
| 7 | Skoda | 1390000 | 2017 | 56000 | Petrol | Automatic | First | 1798 | FWD | 4670.0 | 1814.0 | 1476.0 | 50.0 | 177.0 | 5100.0 | 250.0 | 1250.0 | 6 | Mid-range cars | 2 |